Basketball Diaries, Gilbert Grape, Romeo & Juliet, Titanic, Catch me if you can, Aviator, Blood Diamond, The Departed, Shutter Island, Inception.
Haven't seen The Great Gatsby, but I expect it to be solid. He's long due an Oscar.

Depp should'a had one for Fear & Loathing alone.. Ed Wood was good too.